function gmmcommittee = gmmcommittee_train(Xall, y, num_components)
    num_feature_sets = size(Xall, 1);
    classifier = cell(num_feature_sets, 1);
    
    for i = 1 : num_feature_sets
        fprintf('Training on feature set %d\n', i);
        classifier{i} = gmm_train(Xall{i}, y, num_components);
    end
    
    gmmcommittee.classifier = classifier;
end

